{"id":"W170178447","doi":"","title":"Global-scale Anti-spam Testing in Your Own Back Yard.","year":2008,"lang":"en","type":"article","venue":"","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Checksum; Server; Botnet; Scale (ratio); The Internet; Distributed computing; Computer network; Computer security; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003437683,0.0008022678,0.0006105458,0.0006345517,0.0006608331,0.001201157,0.001563736,0.000972341,0.005833356],"category_scores_gemma":[0.00898957,0.0005080558,0.0004044498,0.0004058076,0.001744967,0.002914172,0.001922641,0.001484237,0.002080693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005500622,"about_ca_system_score_gemma":0.000733676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00120879,"about_ca_topic_score_gemma":0.001289024,"domain_scores_codex":[0.9977374,0.0008298966,0.00007121943,0.0004249459,0.0006909401,0.0002455556],"domain_scores_gemma":[0.9876253,0.003750735,0.0008758719,0.005566547,0.001258395,0.0009231767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004806481,0.004730734,0.0846134,0.001064796,0.0006867651,0.001726185,0.002329884,0.06062971,0.3711475,0.02139388,0.05144065,0.39543],"study_design_scores_gemma":[0.001192683,0.01355353,0.06941188,0.0002256955,0.000384692,0.002321742,0.001268793,0.4257283,0.4090517,0.02516213,0.05139943,0.0002994865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5782644,0.0005682075,0.3532556,0.001205597,0.0003005541,0.001873638,0.0008658525,0.04590387,0.01776237],"genre_scores_gemma":[0.9029137,0.00009330528,0.09094625,0.0003669212,0.00003509963,0.0004069444,0.0006487216,0.0007164447,0.003872645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005833356,"threshold_uncertainty_score":0.0195145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05205294162632213,"score_gpt":0.2534304590072928,"score_spread":0.2013775173809706,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}